{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:07.809014Z",
     "start_time": "2019-09-21T11:06:07.303Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Registered S3 methods overwritten by 'ggplot2':\n",
      "  method         from \n",
      "  [.quosures     rlang\n",
      "  c.quosures     rlang\n",
      "  print.quosures rlang\n",
      "Loading required package: jiebaRD\n"
     ]
    }
   ],
   "source": [
    "# 载入程序包\n",
    "library(stringr)\n",
    "library(ggplot2)\n",
    "library(wordcloud2)\n",
    "library(jiebaR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:07.925429Z",
     "start_time": "2019-09-21T11:06:07.311Z"
    }
   },
   "outputs": [],
   "source": [
    "# 读入数据\n",
    "data <- read.csv('data.csv',\n",
    "                 header = FALSE,\n",
    "                 col.names = c(\"User\", \"URL\", \"Date\", \"Comment\", \n",
    "                               \"Rating\", \"Recommendation\"),\n",
    "                 colClasses = c(\"character\", \"character\", \"Date\",\n",
    "                                \"character\", \"factor\", \"integer\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:07.959820Z",
     "start_time": "2019-09-21T11:06:07.319Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "0"
      ],
      "text/latex": [
       "0"
      ],
      "text/markdown": [
       "0"
      ],
      "text/plain": [
       "[1] 0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 缺失值查验\n",
    "sum(apply(data, 2, is.na))\n",
    "# 去除无用的因子\n",
    "data <- subset(data, Rating != \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:08.030123Z",
     "start_time": "2019-09-21T11:06:07.327Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'data.frame':\t498 obs. of  6 variables:\n",
      " $ User          : chr  \"王大根\" \"李阿斗\" \"光明小卖部\" \"同志亦凡人中文站\" ...\n",
      " $ URL           : chr  \"https://www.douban.com/people/diewithme/\" \"https://www.douban.com/people/gailsylee/\" \"https://www.douban.com/people/gooooooooooohe/\" \"https://www.douban.com/people/3540441/\" ...\n",
      " $ Date          : Date, format: \"2018-01-19\" \"2017-11-25\" ...\n",
      " $ Comment       : chr  \" 在这种家庭里做一条狗都好啊\\\\\\n        \" \" 当时出国以后的第一最大感受就是尊重，不论老弱病孕还是任何“与众不同”，都不会有人上下打量你。我不能说他们内心是否\"| __truncated__ \" 所有人都知道是化妆只有我一个人以为请的真实病人出演吗。。。\\\\\\n        \" \" 有种糖放多了的感觉，精华基本都在预告里了。但对孩子们的纯真友情毫无抵抗力啊，就像被温柔的抚摸了一下软肋。Jacob \"| __truncated__ ...\n",
      " $ Rating        : Factor w/ 6 levels \"\",\"力荐\",\"很差\",..: 2 2 2 4 4 6 6 2 2 4 ...\n",
      " $ Recommendation: int  6443 3414 3339 1811 1701 1210 1448 1391 1211 1056 ...\n"
     ]
    }
   ],
   "source": [
    "# data format\n",
    "str(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 评论分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 评论字数分析\n",
    "长评与短评与推荐与否。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:08.072034Z",
     "start_time": "2019-09-21T11:06:07.336Z"
    }
   },
   "outputs": [],
   "source": [
    "# 去除多余的标点符号，计算评论字数\n",
    "clean_string <- function (string){\n",
    "  return(gsub(\"[\\\\，\\\\.\\\\。\\\\\\r\\n\\ ]\", \"\", string))\n",
    "}\n",
    "data$Comment <- sapply(data$Comment, clean_string)\n",
    "data$words <- sapply(data$Comment, nchar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:08.111948Z",
     "start_time": "2019-09-21T11:06:07.348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "63.4016064257028"
      ],
      "text/latex": [
       "63.4016064257028"
      ],
      "text/markdown": [
       "63.4016064257028"
      ],
      "text/plain": [
       "[1] 63.40161"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "52.5"
      ],
      "text/latex": [
       "52.5"
      ],
      "text/markdown": [
       "52.5"
      ],
      "text/plain": [
       "[1] 52.5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 中心测度： 平均数，中位数\n",
    "mean(data$words)\n",
    "median(data$words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:08.151951Z",
     "start_time": "2019-09-21T11:06:07.356Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>2</li>\n",
       "\t<li>217</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 2\n",
       "\\item 217\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 2\n",
       "2. 217\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1]   2 217"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "1951.2830557643"
      ],
      "text/latex": [
       "1951.2830557643"
      ],
      "text/markdown": [
       "1951.2830557643"
      ],
      "text/plain": [
       "[1] 1951.283"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "44.1733296884478"
      ],
      "text/latex": [
       "44.1733296884478"
      ],
      "text/markdown": [
       "44.1733296884478"
      ],
      "text/plain": [
       "[1] 44.17333"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>0%</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>25%</dt>\n",
       "\t\t<dd>24</dd>\n",
       "\t<dt>50%</dt>\n",
       "\t\t<dd>52.5</dd>\n",
       "\t<dt>75%</dt>\n",
       "\t\t<dd>101.75</dd>\n",
       "\t<dt>100%</dt>\n",
       "\t\t<dd>217</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[0\\textbackslash{}\\%] 2\n",
       "\\item[25\\textbackslash{}\\%] 24\n",
       "\\item[50\\textbackslash{}\\%] 52.5\n",
       "\\item[75\\textbackslash{}\\%] 101.75\n",
       "\\item[100\\textbackslash{}\\%] 217\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "0%\n",
       ":   225%\n",
       ":   2450%\n",
       ":   52.575%\n",
       ":   101.75100%\n",
       ":   217\n",
       "\n"
      ],
      "text/plain": [
       "    0%    25%    50%    75%   100% \n",
       "  2.00  24.00  52.50 101.75 217.00 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散布： 极差， 方差， 标准差， 分位数 \n",
    "range(data$words)\n",
    "var(data$words)\n",
    "sd(data$words)\n",
    "quantile(data$words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，评论的字数总体偏短，75%的评论在100字以内，且其中50%的评论在50词以内。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:09.219999Z",
     "start_time": "2019-09-21T11:06:07.369Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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pcvXyaEHDt27Pr160uXLnU3m5CQEB4e\nfunSJUk+lDewaxQAAAghZN26dcKvXC7X1atXhw8fPnv2bHHoRggJCgoqKSn57LPP5s2bN3To\n0Hbt2pWXl3vZeKdOndRqtXuWZf9/+hQUFBBCwsLC3D9iGMZzVgYIQgAAqI5hmA4dOqxYsYIQ\n8vXXX4sL09PTu3btOmfOnNu3bz/33HPHjh1r3769lw3e6+SXqqqqmgvdMSkP7BoFAIDaBQcH\nE0Ju375NCLHZbHPmzJk4ceIHH3wgBpUgCN6PCO8lNDSUEPLTTz/16dPHvfD8+fP1bPahYEQI\nAAC1E++RVlxcTAi5cuVKVVVV9+7d3cO1rKysO3fuuFwuz5dUm32gQYMGBQUFrVixwn2scd++\nfadOnZKgeq9hRAgAALXjOK5du3bXrl0TBOGxxx5r27bt22+/ffr06eDg4BMnTnz33XcdOnTY\nv3//unXrZs6cKZ7nmZqaOnz48N/85jdevoWvr++SJUumTJkyaNCg0aNH3759e8uWLb/97W/z\n8vIa8pP9D4wIAQDgnsLDw8+cOfPll19qtdo9e/YMGjRo27ZtGzZs8PX1/eGHHzZu3Gg0Gg8c\nOEAIeeaZZ4YOHZqenp6VlfVQbzF58uR//OMfPj4+f/3rX8+fP799+/bBgwe3atWqQT5PbRjx\npgBNgjg8l0RgYKDL5TKbzZ4LfVMXS9V+Q7DMreUa1frgOM5kMtntdqvVKm3LD8VkMpWUlCjY\nD3U6ndFotFqt8t8g2MsuJ/lXXyuj0ajT6cxmM8/zMrxdrTQajUajUbxDsix7584dBWvQ6/Uu\nl6vWDlnrJXpNmtPpLC4u9vX1NRgM7oWJiYn//e9/6/zgi4eFESEAACjG4XAEBwe/9NJL7iU3\nb97csWPH0KFDZasBxwgBAEAxPj4+M2bM+Otf/1pVVTV06NCysrKVK1eyLCvewk0eTSkI3fcd\nkATDMNI22NAkr1Y89UulUim7HcQvQsFdoyqVihCiVqsb7UNE5fmCxO2g0+ke9qw/CXEc1xg6\nJJFrm9+LWq12uVyNtkNKLjU1tW3bths2bMjOzm7evHnfvn1XrFjRsmVL2QpoSkEo+d/KujWo\nSwjwZjV7TkkdGr+PBvr44l0kpG25DpUoXgNpgC0sFXkKawz9wX1bE6UK8KxE8XdvDNtBHmq1\neu7cuXPnzlWqgKYUhBKey2AwGARBqNag+l5rNw6Sn8rBcZxer+d5XtmnSPv4+NjtdmV/57Va\nrcPhkH87eNnl5ClMpVKp1erKykplT5ZhGEbxDql4DSzL3utkGaPRKH89jzycLAMAAFRDEAIA\nANUQhAAAQDUEIQAAUA1BCAAAVGtKZ40CAIDkxMfwStsmx3HSNtigEIQAAFTjeZ5fMEfCBl1v\nL21atyvBrlEAAKAaghAAAKiGIAQAAKohCAEAgGoIQgAAoBqCEAAAqIYgBAAAhel0uvPnz9f6\nI0EQrL964okntmzZ4p6Njo7+9NNPxeny8vI6vzuuIwQAgMbLZrO1a9dOnLZarSdPnlSr1e7Z\n48ePz549mxAyePDgvXv31u0tEIQAACC30tJSh8PhnhUEwWw2FxcXe67j5+en0WiMRmNJyf9/\nznl0dHRERMS0adO6du1KCImJiZkxY8aYMWPqWQyCEAAA5DZ27NivvvrKc0lkZGS1dQ4fPhwV\nFSUIgs1mE5csW7Zs2LBh0dHRbdu2JYQsX748KCjIarUSQliW1ev1dSsGQQgAAHLz3I353//+\nt2PHjuXl5Tqdzr3QZDIFBQURQu7evdulSxdxocViUavV48ePr9kgdo0CAEBTdf78+fbt23um\nYFVVVUlJSfPmzQkhgYGB4q7R77//fvjw4ceOHXvsscc8Xy4IgiAILFv3cz9x1igAACjp4MGD\nffr08Vxy+/ZtjuMCAgLcS4qKin73u9+9//77jz32WMeOHdv9qkWLFizLfvjhh/UpAEEIAACK\n4Xl+8+bN48aN81x469atwMBA9yDv8uXLMTExN27cmD59OiHk6tWr169fLywsXLhwYfv27bOy\nsmbMmFGfGrBrFAAAFPP555+XlpY+88wzngtv3bol7hclhBw7diwhIWHixInnzp1jGMa9jt1u\nnzlz5n/+85/g4OB61oARIQAAKKOwsHDmzJmrVq0yGAyey4uKisQzZQghXbp0Wbp06V/+8hdC\niNPpDPiVeOJo7969xdmwsLA6l4ERIQAAKKCoqGjMmDG//e1vJ06cWO1HP/zwQ7du3cTpoKCg\nqVOn2u12QohKpXJfU2i1Wn19fe/cuaNS1TfIMCIEAAC5fffdd/369WvduvXmzZvFHZ6CIFy6\ndOnGjRsXL17Mzs6Oioq6fws8z0tVDIIQAABkVVVVNXny5ClTpuzYscPPz09cyDDMxIkTO3To\n0L179x49evzhD3+418t5nu/Vq1dERER0dDTHcfWvB7tGAQBAVhqN5uTJkz4+PtWWHzly5F4v\n0el0giCI0xzHnT59WsJ6EIQK0yUEPHglQgghtxu0DgAAGdVMQQVh1ygAAFBNphGh2Wz+8MMP\nT58+zXFc//79k5OTfX19CSGCIGRmZubm5vI8HxkZOWnSJEl2+AIAAHhJjhGhIAjLli0rLi6e\nP3/+K6+8cu7cubVr14o/ysrKysnJmTRp0syZMw8fPpyRkSFDPQAAAG5yjAhv3rx57ty5VatW\nde7cmRAyfvz4tLQ08czXPXv2jB8/Xnz6RmVl5Zo1ayZMmKDVamWoCgAAgMgThDabLTw8vEOH\nDuKsv7+/IAgOh+Pnn38uLS2NiIgQl0dERFRUVFy8eLFnz54yVAUAAIQQlmX5xakSNqiqx4Mg\nFCFHEHbp0kW8O44gCKWlpXv27OnTp49OpzObzYSQwMBAcTW9Xq/T6dx3DSCEbNy4MS8vT5w2\nGo3vvfeeVCUxDMOyrL+/v+dCl1StN4xq1dafeBGrRqORvOWHwrKs+0IipQoghPj4+Mi/K8LL\nLifPFyQenvf19XWfpC6/Wn8xZcayLMMwitdACJGtQ7IsS/l+OFkvn1i0aNHp06f9/f3XrFlD\nCLFarWq12vPsGL1eb7FY3LOXL18+fvy4OG0ymdRqtYTFMAxTrcHM3qu9e+kib1by/roIL7kW\n/lHC1rRL/yZOsCxbn+d4SULab7ZuOI6T/0StSu9W8/Krd3+n9VH/u1XVn+IdkjSaPinPG7lc\nLqfTKWGDLMs2ho7kPVlrfeWVV+7evbt79+5XX311zZo1RqPR4XDwPO/+vsvLy41Go3v9BQsW\nzJs3T5xmGObOnTtSVdKsWTOXy+U5+qTNnTt3xMd9VVZWWq1WBSsJCAgoLS1VcBSi0+kMBoPV\naq2s9DKYJGN88CoPoZ6/IEajUavVlpSUSHjnqoel0Wg0Go3iHZJl2bt37ypYg16vd7lc4t01\nq3HvQpOQy+Xami3liPB3z5YjCKu7deuW1Wrt3LlzUFBQUFDQyy+/PG7cuPz8/BYtWhBCzGaz\neJdxu91ut9tNJpP7hT4+Pp4XXRYXF0tbmIJ/fBUnPtPZc6IxFKPUu1ebaKLqWX9j6A/Cr5Qq\nwLMSZd+9kWwHSsixC+L06dN/+tOf3P/NdDgcTqeT47jg4GB/f/9Tp06Jy/Pz83U6XWhoqAwl\nAQAAiOQIwoiICIfDsXr16gsXLpw7d27p0qWBgYHh4eEcx8XHx2dmZv7444/nz5/PyMiIjY3V\n6XQylAQAACCSY9eoyWR6++23N27cuGjRIq1WGxYW9u677+r1ekJIYmIiz/NpaWkulysqKio5\nOVmGegAAANxkOp7ZrVu3pUuX1lzOMExSUlJSUpI8ZQAAAFTjbRCOGzfurbfeCgsLq7b8m2++\n+fzzzz/44AOpC1PA+DZeXRcBAACS+Oqrr4qKiiZMmODl+oIgiBdAuzmdzgZ/Qn15eXlxcXFx\ncfHnn39+6dKl4v9169atPXv2ZGZm1rMIAACgzZUrVxITE1u2bEkICQoK0mg0Og8Mw5w9e9Zz\n/TNnzgwZMsThcLiXnD9/vnXr1jdu3KhnJQ8I0mXLlr3zzjvi9OjRo2tdJyYmpp5FAAAAVQoK\nChISEmbPnh0fHy8uOX36dLdu3dwriJfViWw2m8ViCQoKUqlUS5YsmTp1qrh83rx5iYmJDMMU\nFRUFBATU+VzLBwRhfHx8QEAAIeTVV1998cUXQ0JCqq2g1WqfeeaZur03AABQ6Nq1a5GRkS++\n+OKiRYs++OCDsWPH3n/97OzsP/3pT+J0RkbGunXrioqKxPtXnz59eseOHYSQDz/8MDY2tm71\nPCAIBw8ePHjwYELI9u3bp0yZ0qdPn7q9DQAAgKht27YbNmwYMWLEqlWrPv74Y/F6gQEDBnje\nVa60tNQ9PWHCBM/jiGfPno2Oji4sLJSqHm+PMR44cECqtwQAAJpxHDdixIgffvhh/vz53377\nrUajIYTk5eXda9coIeQPf/jDN998I047nc7S0lLPFSZPnlzrhQle8jYIS0pK5syZ869//au8\nvLzmTyW/+RkAADzCTpw4kZCQYDAYxJ2OhBCbzeZ5m9lqd5jbunWre1ocEUqYO94G4R//+MeN\nGzcOGjSoV69ejeHe8AAA0ER99913cXFxw4cP379/v3vh0KFDGYYpLS1t1qwZIYRhGHFPqdls\nfvzxxz1fXllZaTabPYePhJAOHTp8/fXXdavH2yDctWvX2LFjt2zZUu0aDgAAgIfSrl27pUuX\nxsbGegbh0aNHu3Tp0q5du++//75z586nTp26evVq9+7d/f39jx49Sgj55ptvpk6deunSpVoH\nY/UZoXkbhFarNSYmBikIAAD11KFDh1mzZhUUFFRbrlarf//736enp4eHh7/99tvr168nhLAs\nK168sG3btoSEhJ49e9Z8YtqECRPS0tLqXI+3QRgZGXny5Mk6vw0AAMADzZkzp1evXv379z96\n9Gjr1q3dy8vKyr744osdO3aI6eh0Ok0mU0FBgXg9fj1vLuPtWHL16tXbtm1LT0/3vKofAABA\nQm3btp0xY8atW7c8L6UghKSnp3ft2jUmJsb4K0KIwWAQp+v52CJvU3T+/PkdOnRISUmZN29e\np06dqr3riRMn6lMEAADQqbS0dPfu3RUVFbNmzfrll1/++9//rlq16ubNm1FRUX/7298SEhII\nIUePHn333XcPHDjQQIfnvA1C8dnxcXFxDVEEAADQief57OzsOXPm9OzZs2fPnqGhoSqVKjk5\nee3atQsXLnziiScsFktcXNzSpUsLCgqefPJJ8VXixRUdO3Z0R2NKSsry5cvrVoO3Qbh37966\nvQEAAEBNISEh4rWA27Ztq/YjlUr10ksvzZ49m2EYo9F44sSJ0NBQQkhiYmJDVCLT8wgBoCZd\nQoA3q9lzShq6EoBGyD3aE1Ow4XgbhOHh4ff5abWHZQAAADQV3gZhtedO2O32S5cuXblyJTo6\nOiIiogEKAwAAkIO3Qbh9+/ZqSwRB2Llz57Rp01JTU6WuCgAAQCZ1vycNwzCjRo16/vnnFy1a\nJGFBAAAAcqrvyTIhISEbN26UpBQAAJAfx3Hj/iDlnVKa3M046xWEVVVVX375pXiFPwAANEUM\nw9TzFmVNnbcfPj4+vtoSl8v1008/Xb9+/bXXXpO6KgAAkAnP81VVVRI2yHGc+KzdpsLbICwq\nKqq5sH379pMmTVqwYIGkJQEAgHwEQdAfe1/CBssHzZewNRl4G4SnTp1q0DoAAAAU8XD7hV0u\n19WrVy9fvux0OkNDQ4ODg6vdIBwAAKBpeYjLJ7766qvevXt37tx52LBhCQkJISEhvXr1+uqr\nrxquOAAAgIbm7Yjw+PHjI0aMaNGixeLFi3v06MGy7JkzZ9auXTtixIjvv/++f//+DVolAABA\nA/E2CBctWtS2bdsTJ04EBQWJS0aPHj1t2rR+/fotWrQoJyenwSr8P5LvhqV5vy7HceLHZxhG\n8e3AcZz4UBVFsCwr/qv4dqinetYvbgdlNwLLso2hQ5JGsB0EQWgM20FOgiAodQHiQ5wsM3ny\nZHcKilq2bPncc89lZmY2QGG18PX1laophmFYlpWwwSbH19dX7HNqtfo+24FfMMeb1rj3VtS5\nEpZllb0UVQwAnU7XaE/49vIhFY769WdxOxgMBgX/U8IwDMMwyv5iimGseA2EEAR/wCcAACAA\nSURBVK1Wq2ANMsjOzl6/fv2//vUvQojNZgsNDf3yyy8HDx787bffrlu3buvWreJqgiDYbDZx\nOiEhYdasWSNHjhRnR4wYMXny5GeffZYQwrKsXq+vWyXeBuG9fjfkDPCSEskeRhMYGOhyuSRs\nsMkpKSnhOM5kMlVVVVmt1nut5uUfg/psSZPJVFpaquAfX51OZzQay8vL7Xa7UjVIop792Wg0\n6nS6srIynuelKulhaTQajUZznw4pA5PJxLKssn8c9Hq9y+WqtUNWG408Mv7xj3/odLoBAwYQ\nQjZt2jRw4ED3j2w2W7t27cRpq9V68uRJtVrtnj1+/Pjs2bMJIYMHD67zc3O9PVmmb9++n332\nmfgQRbfbt29nZWX17du3bu8NAAAUqqiouH79+p07d+x2+/Xr1x0Ox/r16wcOHJiTk7Njx47s\n7OxmzZrt3r370KFDhBCj0VjyqyFDhsyYMePYsWPibHR09CeffCJO1+fp8d6OCN99992oqKje\nvXvPmjWrR48ehJBz586tXbv21q1bX375ZZ3fHgAAaHPkyJGJEyeWl5fbbLbBgwc/99xzx44d\n8/Hx+fjjjysrKx0Ox86dOwkhXbp0eeKJJzx3jS5btmzYsGHR0dFt27YlhCxfvjwoKEjchSDH\nrtGBAwfu3r37j3/848KFC90Lu3fvnpGRIQ5mAQAAvBETE3P9+nXxGOHatWv79++v1+tXrlzZ\np0+f4uLibt26eT747+7du126dBGnLRaLWq0eP358zTbrs2v0IS6oj4uLi4mJKSwsLCgoIIR0\n7ty5c+fOtJ3XBAAAEtLr9X/5y1/WrFmTmJio1+sdDkdJSYl4Sd7GjRt79uwZGBgoHrL9/vvv\nhw8ffuzYsccee8yzBUEQBEEQzzCqm4d4pdls3rBhw5UrV+Li4uLi4o4cOfL+++/fuXOnzu8N\nAAB0KisrO3369A8//DBw4MAhQ4YQQpYsWZKVlfXRRx/5+vpmZWVlZWWFhoa61y8qKvrd7373\n/vvvP/bYYx07dmz3qxYtWrAs++GHH9anGG+D8PLly3369Jk2bZr7pqPXr19ftGhRr169CgsL\n61MBAABQZcOGDS1atNi0aVPr1q0PHDjQp08fQkiHDh1CQkLEHY0hISEhISE6nU5c//LlyzEx\nMTdu3Jg+fToh5OrVq9evXy8sLFy4cGH79u2zsrJmzJhRn3q83TX6xhtvlJSUfP311zExMeKS\nhQsXJiQkxMXFvfnmm5999ll9igBoOL6pix+4TiUhZNFfGr4WACCEkOHDh1+7du3gwYPr1693\n7+ccOXKkVqvlef7u3bshISGEkH/84x99+/Y9duxYQkLCxIkTz50753nBnt1unzlz5n/+85/g\n4OB61uNtEB48eHDq1KnDhg3zXBgREZGcnLxly5Z6FgEAAPRo1apVzYUbN24MDw+/c+fOE088\ncfjwYUJIs2bNCCFdunRZunTp+PHjV65c6XQ63VdSihcf9+7dW0zHNm3a/Pjjj3Wrx9sgdDgc\ntd7+Q6PRlJeX1+29AQAAREFBQa1atVKpVCzLeiZlUFDQ1KlTxdsLqFQq970OrFarr6/vnTt3\nVKqHe4xSTd4eI+zXr98XX3zhvphDVF5evm3bNnH3LgAAgDcEQaiqqrJYLJ6neo4cOTIkJGTA\ngAHirtGQkJCEhIT7NCLhLZC8DdK33347Ojr68ccff/nll8PCwjiOO3/+/MqVK8+fP7969Wqp\nqgEAABr07t3barXOmfN/dzNOT08PCwvzXOdet//leb5v377l5eXR0dGSXMLnbRAOGTLkiy++\nmDNnzpQpU9wLW7du/emnnw4dOrT+dQAAACUYhvnpp588l5w/f/7+L9HpdO47EnMcd/r0aQnr\neYhdq6NGjUpISPjhhx8KCgqqqqpCQkIiIiLqfEsbAACAxuDhjjFqNJpBgwYNGjSogaoBAACQ\nWd3vSQMAAPAIQBACAADVEIQAAEA1BCEAAFCtvhfkAwBAk6ZSqVxPvaN0FUpCEAIA0M7zZtYU\nQhA2GbqEAG9Ws+eUNHQlAPAo4XletbtKwgYr4hj3E5SaBBwjBACgmvuOLY22wYaGIAQAAKoh\nCAEAgGoIQgAAoBqCEAAAqIYgBAAABfA8Lz533lNJScl9zrWp+SOn01n/SnD5BDQ6vqmLvVnN\nMvethq4EABrO2bNn4+Pjf/nlF8+rGEeNGjVt2rTnn3++5vpnzpyZMWPGgQMH1Gq1uOT8+fNP\nPPHE6dOnW7duXZ9KEIQAACCrW7du7dy5My8vz9/fPyMjQ6/X/+53v6uoqCCEvPzyyx988MHT\nTz9NCOE4ztfXlxBis9ksFktQUJBKpVqyZMnUqVPFdubNm5eYmMgwTFFRUUBAQJ0vXpQpCK1W\n6+bNm/Py8ux2e1hY2OTJk9u2bUsIEQQhMzMzNzeX5/nIyMhJkyZxHCdPSQAAoIiysrIDBw7k\n5uYGBwcfOHDAZDKZzebXX3/dvUK7du0IIQMGDPj2228JIdnZ2X/605/EH2VkZKxbt66oqKhD\nhw6EkNOnT+/YsYMQ8uGHH8bGxtatHpmCcO3atQUFBSkpKXq9/vPPP1+wYEF6errBYMjKysrJ\nyUlJSVGpVOnp6YIgTJs2TZ6SAABAESEhIZ988knHjh2XL19eWVn55JNPEkJmzZo1c+bM119/\nvVOnTuvWrRs8eHDfvn3F9SdMmDBhwgT3y8+ePRsdHV1YWChVPXKcLGOz2Q4fPjx16tT+/fuH\nhYW98cYbNpstLy+P5/k9e/aMHz8+MjJy4MCBU6ZM2b9/f2VlpQwlAQCAgvLy8kJDQ2/cuPG3\nv/1NXJKdnZ2Xl9exY0dCSLt27ZKSkjxPpfnDH/4Q9KshQ4bcuXMnyIPnaLIO5BgR3r17NyQk\npFu3buKsTqfTarVms7mwsLC0tDQiIkJcHhERUVFRcfHixZ49e8pQFQAAKGXTpk2jR4+uqKhw\nOp1Wq7W4uDglJeWLL75gWZYQEh8fv2XLlrfeemvZsmXi+lu3bnW/VhwRFhcXS1WMHEHYvn37\nFStWuGePHDlSVlbWvXt3s9lMCAkMDBSX6/V6nU5XUvJ/94w+e/ZsUVGROK3RaNzDZEkwDKPV\naiVssGnRarVih+M4rv7boT4tMAyj0WhkftOaVCpVU+8P9axfPDyv0WhcLpdEFT00lUolSYes\nD/EMRmVr4DiOZdmm3iHvg+f5rKwsu90uCILD4ejRo8fq1auTkpISExPPnTvn6+sbGxs7efLk\nvXv3Op1Oi8Xy+OOPe768srLSbDa7B1eiDh06fP3113WrR9azRnme37Vr16ZNm2JjY7t16yae\nBet5doxer7dYLO7ZrKysvXv3itMmk2nfvn0SFsMwjHg+Ep3cn12tVrvPRa7Jy/3U9dyS1V4u\n7Zt62ZpOp2ta98uvSZL+bDAY6t9IPd2nQ8qmMfxxaOod8j44jrt8+bLJZNqxY0dmZmZ2djYh\n5Jlnnvnpp5/S09MTExPz8/PHjBnzwgsvEEL8/f2PHj1KCPnmm2+mTp166dIl8T/x1dS60Evy\nBeHVq1fT0tKKioomT548YsQIQojRaHQ4HDzPu7OwvLzcaDS6XzJq1Kh+/fqJ01qt1mq1SlWM\nwWAQBKG8vFyqBhsPL5/WZLFaWZbV6/UOh+M+x2W9/INUn69Gr9dXVFR4Xicr7Zv6evn4qspK\nh8Ph3Ts/mPrdN71az7vavFTPXxCtVqtWq8vLyxUfESp7ooBer2cYxmazKViDRqMRh0o1f+T5\nF7JJa9asmThRUVFx4sSJHj16+Pj4vPnmm88+++wPP/wwY8YM9/8DWJYNCAgghGzbti0hIaFn\nz541e8iECRPS0tLqXIxMQXjmzJm33367b9++77zzjslkEheKE2azOSgoiBBit9vtdrv7p4SQ\nAQMGDBgwwD0r4R5hMQhr3tSAHna7neM4vV5f680d3LzMpPpsSR8fH3EPiZxvWpPD4ZCwQUVG\nNPWsX6VSqdXqyspKnuelKulhaTQajUaj7C+mj48PwzDK1sCyrMvlqrWGRyMIL168mJqaeunS\npR9//NFqtVosluzsbB8fn8jIyCFDhuTk5Pz888/VXlJWVvbFF1/s2LFj/fr1hBCn02kymQoK\nClq2bEkIUanqlWVyBKHD4UhNTY2NjZ02bZrnHQSCg4P9/f1PnToVExNDCMnPz9fpdKGhoTKU\nBAAASvHz8+vUqdPIkSOvXbt24MABcdcoISQnJyc3N7dly5avvfba2rVrPQ+cpaend+3aNSYm\nRgwR8c5qBoNBkv8ZyBGE+fn5JSUloaGhJ06ccC/s0KFDy5Yt4+PjMzMz27Rpw7JsRkZGbGzs\nI7xbHAAACCGtWrV68803CSHbt28Xl9jt9tTU1DVr1uzcufOxxx6Li4v77W9/u3LlSvHo2NGj\nR999990DBw54DqUkJEcQioPcVatWeS6cPn36008/nZiYyPN8Wlqay+WKiopKTk6WoR4AAGhU\nXnvttVu3bv373/8W7ylz+PDh999/f9GiRbt37y4qKoqLi1u6dGlBQYF46T359e7bHTt2dEdj\nSkrK8uXL6/bucgThqFGjRo0aVeuPGIZJSkpKSkqSoQwAAGhURo8ePXr0aELIX//6V88doT4+\nPosXLxYEgWGY1q1bnzhxQjxqlpiY2BBl4DFMAACgsFrvMu0e7TX0uSN4+gSlxEcdVRLCEHKf\nC6a8vBjjtkRVNX5ePiIKAJoQjAgBAIBqCEIAAKAaghAAAKiGIAQAAKrhZBkAAKqpVCphFNVZ\nQPWHBwAA8uv16RJqoFvANBAEIQAA1ZxOZ/ErUt5k3D+V8/HxkbDBhoZjhAAAQDUEIQAAUA1B\nCAAAVEMQAgAA1RCEAABANQQhAAA0ARs2bHj55ZcbomVcPgGNjpePvLB7+SAI71oDADkdP378\no48+WrdunUql+vnnn2u9kJFl2TZt2ojT33333ezZs7/66itCyMSJEzdv3lxt5T/+8Y+N+sG8\nAAAAnsLDw8+ePTtlypQNGzb069fPZrOJy6uqqpxOp16vJ4QEBgZevXqVEHLo0KGRI0cuXrx4\nyJAhhJCPPvpo/fr11Rqs9YmGXkIQAgCA3PR6/c6dOyMjIz///PObN2+KCwVBGDp0aGRk5J//\n/Gf3midPnoyNjZ03b96cOXMuXbrUoUMHrVarVqslLAZBCAAACmjevHleXp6/v797yd///vfv\nv/9+27Ztnqt17do1LS1t1qxZhYWFAwYM2Lp1a2xsrLSVIAgBAEBWTqezqKiIEMJxXEDA/z+K\nf/bs2RkzZhgMhl9++aWwsLB3797icoPBMGvWLIfD8dxzz8XHxw8ZMuT8+fM122QYpmvXrnWr\nB0EIAACyunnzZrdu3XieDwwMvH79OiHk8uXLI0aMiIqK+ve//52fn//yyy/v378/PDxcXN/l\ncs2aNevf//73l19+efr06XHjxrmbstlsFoulVatWWq32woULdasHQQgAALJq27at1Wo9derU\niBEjCCF5eXmjRo0aOXLkjBkzhg0bNm7cOLPZPHTo0AMHDnTv3t3hcCQnJ2/dulWv17du3bp1\n69aFhYXuprKystavX3/gwIH61IMgBCCEEPW7b3pz8N3bSztySupZDwAldu/ePWbMmIULF775\n5punT58WF86cObOkpGTYsGEXLlzYs2fP4cOHs7KyJk2a1EA1IAgBAEAxw4YNy83NHTRoULXl\nb7zxRnx8vMFgGDNmTGxs7I0bNxquBtxZBgAAFKPVamumICGEYZi+ffuKE55nljYEBCEAAMhN\nEIRDhw5ZLJZr164pXQt2jQIAgLxcLte0adN27979wgsvDBgw4Pnnn//973/fpUuXTp065ebm\nms1mm81mtVptNpvJZOrcuXOtjVy+fJll2evXr9fnnjIiBCEAAMjqypUrOTk5R44c6dKly0sv\nvbR+/frnnnvu+vXrPM+711Gr1Tqdbu3atfcKwunTpxcWFvr5+aWkpNSzHgQhAADIKiQk5Mcf\nfxSP/HXt2nXlypUrV64UBMFmszkcDp1Op9VqWfZ/jtx169atpOR/Tsb+17/+JVU9TSkIJTxe\nyjAMy7INfQCWHvXZkizL+vn5SVgMterZn8X9S76+vrU+B0AejeEXk2VZGc7OuD+O4wRB0Gq1\nCtbQ0GpuYYZhjEajIsU0pSC0Wq1SNRUQEOByuSRskHL12ZJ+fn42m03BP74iLy8QVKQ1L9Wz\nPxsMBo1GU15e7rl7SmZqtVqtVpeXlytVACHEz8+PZVll/zj4+PjwPF9VVVXzRyaTSf56HnlN\nKQgl//1U8Bf+EVPPLcnzvOJB+Aio57fgcrnERhT8vRBHQo3hF1PZGlwuVyPZDpTA5RMAAEA1\nBCEAAFANQQgAAFRrSscIAQBAciqVqtUaZU7XbCQwIgQAAKphREgpRc7vBwBohDAiBAAAqiEI\nAQCAaghCAACgGoIQAACohiAEAACqIQgBAIBquHyiwZTO92o1//cbuA4AALgfjAgBAIBqCEIA\nAKAaghAAAKiGIAQAAKohCAEAgGoIQgAAoBoun2goN/bx3qzWekxDF9KI+KYurrnQSUj1J6F5\n92SMf/Re7d3bLvJuNQCgFEaEAABANQQhAABQDUEIAABUQxACAADVEIQAAEA1BCEAAFANQQgA\nAFTDdYRK8/JpTQ9xYeKyelRTR7VeINjQxrfBBYIAIAFZR4Q8zz///PNms9m9RBCETz/9dMqU\nKcnJyR999BHPe/W3HgAAQCryjQirqqqysrIsFovnwqysrJycnJSUFJVKlZ6eLgjCtGnTZCsJ\nAABApiDctWvXxo0bnU6n50Ke5/fs2TN+/PjIyEhCSGVl5Zo1ayZMmKDVauWpCgAAQKZdo08+\n+eTKlSvnzp3rubCwsLC0tDQiIkKcjYiIqKiouHjxojwlAQAAENlGhP7+/v7+/g6Hw3OheLAw\nMDBQnNXr9TqdrqSkRJ6SAAAAiLJnjVqtVrVazXGce4ler/c8iLhw4cK9e/eK0yaTad++fRK+\nO8dxQUFBEjYIoCxJ+rPJZKp/I/Wk0+mULkGajVlPRmP157JAA1EyCI1Go8Ph4HnenYXl5eWe\n332bNm26d+8uTvv6+lY7xFgfKpVKEIRqJ6neyJ7nzWulvT7By4siAB6onr8gLMuyLMvzvCAI\nUpX0sBiGYRjG5XIpVQAhhOM4hmEk/GtTByzLEkJq3Q4qFa55k56S21T8v6fZbBb/82W32+12\nu+d/SGfNmjVr1iz3bHFxsVRvHRgY6HK5auyGVf7/oQB1Vs/DCkajUafTlZWVKXgVk0aj0Wg0\nVqtVqQIIISaTiWVZZY/R6PV6l8tlt9tr/qgxDFUfPUreWSY4ONjf3//UqVPibH5+vk6nCw0N\nVbAkAACgjZIjQo7j4uPjMzMz27Rpw7JsRkZGbGxsYzg8AAAA9FB4d3NiYiLP82lpaS6XKyoq\nKjk5Wdl6AACANrIGYUhIyM6dOz2XMAyTlJSUlJQkZxkAAABuePoEAABQDWfiggR0CQHerPbp\nL+961x4eK/G/vH1Eia1hywB4RGFECAAAVEMQAgAA1RCEAABANQQhAABQDUEIAABUQxACAADV\ncPnEQ/PyIRVQ0/g2uC4CABodjAgBAIBqCEIAAKAaghAAAKiGIAQAAKohCAEAgGoIQgAAoBqC\nEAAAqIbrCOER5+V1n63HLGvoSgCgccKIEAAAqIYgBAAAqiEIAQCAaghCAACgGoIQAACohiAE\nAACq4fKJR07pfK9W83+/geuoO3ouePD2kw5r6EIAqIYRIQAAUA1BCAAAVEMQAgAA1RCEAABA\nNQQhAABQrSmdNarVaiVsjWGYag06JWwdQHb1/AXhOI4QotFoXC6XRBU9NJVKxXGctL/pD4th\nGCL1X5uHpVKpXC6XsjVQpSkFoUolZbUMw9RokJewfaXc2OfVp2g9xrvWcCXD/1Lkk3r5napi\n6/ULwrIsIYTjOHFCERzH1faLKSsxCJWtQfwKlK2BKk1pQ9tsNqma0ul0LperRoM6qdoHkF89\nf0EYhuE4rqKigucV+x+hRqPRaDQS/qbXrQaWZZWtQa/Xu1wuu91e80c+Pj7y1/PIwzFCAACg\nGoIQAACohiAEAACqIQgBAIBqCEIAAKBaUzprtM58UxdXW1IlLv/fhWbyF3nqaQy8vFrAW03/\nkRcAQC2MCAEAgGoIQgAAoBqCEAAAqIYgBAAAqiEIAQCAaghCAACgGoIQAACoRsV1hLqEAG9W\nu5Hd0IUALSS+TBMAGhJGhAAAQDUEIQAAUA1BCAAAVEMQAgAA1RCEAABANQQhAABQjYrLJ6Ch\n3djHe7Na6zENXUiDewSui2h+9m/erHY7/KWGruSRhM3bFGFECAAAVEMQAgAA1RCEAABANQQh\nAABQDUEIAABUQxACAADV6Lh8onS+d+t5dQ0A1NkjcO1BY+bliftecr6t82Y11dt2b1bzTV3s\nzWqVC/7szWoA0sKIEAAAqKbwiFAQhMzMzNzcXJ7nIyMjJ02axHGcsiUBAABVFA7CrKysnJyc\nlJQUlUqVnp4uCMK0adOULQkAAKiiZBDyPL9nz57x48dHRkYSQiorK9esWTNhwgStVqtgVQAA\nQBUljxEWFhaWlpZGRESIsxERERUVFRcvXlSwJAAAoI2SI0Kz2UwICQwMFGf1er1OpyspKXGv\nsGPHjnPnzrl/OmPGjLq+lVCfOgHgXoxGo4St6XQ6juOkbfNhsSxLpP5cNd2/fZVKJQiCSkXH\nWf2NgJIb2mq1qtVqz7Nj9Hq9xWJxz+bl5e3du1ecNplMr7zySt3eSBjl3XpergaNg0C8OiOf\nRDdsGY2HtxvES9FSNkaWPsSlHY3hjDmdzqurR2oSoiX7FtRqtVRNwf0pGYRGo9HhcPA87+73\n5eXlnv9RmjNnzsyZM8VplmXFEaQkAgICXC5XWVmZVA3WgV6vdzgcDodDqQI4jvPz86usrCwv\nL1eqBkKIn5+fxWIRBMVG7VqtVq/Xl5eXV1ZWKlUDwzC+vr7KdkiDwaDRaMrKynhesQtq1Wq1\nWq1WvEOyLOu5a0p+Op1OEIRaO6TJZJK/nkeekkEofqNmszkoKIgQYrfb7Xa759fcrFkzz/WL\ni4ulLUDBX3hCiCAILpdL2RrEMhSvged5BYPQ5XKJ/yq4HRiGIUp3SHE78DyvYBkcxzWGDkmU\n/i4ayR8Heih5skxwcLC/v/+pU6fE2fz8fJ1OFxoaqmBJAABAGyVHhBzHxcfHZ2ZmtmnThmXZ\njIyM2NjYOu+aBwAAqAOFz0pKTEzkeT4tLc3lckVFRSUnJytbDwAA0EbhIGQYJikpKSkpSdky\nAACAWrjpNgAAUA1BCAAAVEMQAgAA1RCEAABANQQhAABQDUEIAABUQxACAADVEIQAAEA1BCEA\nAFANQQgAAFRDEAIAANUQhAAAQDVGwQeiKmjkyJGBgYGbNm1SuhAlFRYWTpo0KSEhYe7cuUrX\noqR//vOfaWlpr7322vDhw5WuRUnLli3bu3fvpk2bOnTooHQtSkpKSiopKdm5c6fShYB8FH76\nhFIsFgsefOhyucrKyux2u9KFKKyqqqqsrMzhcChdiMLsdntZWRmeim6z2axWq9JVgKywaxQA\nAKiGIAQAAKpRums0Ojraz89P6SoUZjAYYmJiwsLClC5EYW3bto2JiWnTpo3ShSise/fu5eXl\nBoNB6UIUFhkZiV2jtKH0ZBkAAAARdo0CAADVEIQAAEA16o4RCoKQmZmZm5vL83xkZOSkSZM4\njlO6KJnwPF/tIgHxGhJKtgnP80lJSWvWrDGZTOKSe33wR3uD1NwOtHUMq9W6efPmvLw8u90e\nFhY2efLktm3bElr7AxAKgzArKysnJyclJUWlUqWnpwuCMG3aNKWLksm2bds++eQT9yzLstu3\nbyd0bJOqqqqsrCyLxeK58F4f/BHeILVuB9o6xtq1awsKClJSUvR6/eeff75gwYL09HSDwUBh\nfwARXUHI8/yePXvGjx8fGRlJCKmsrFyzZs2ECRO0Wq3Spcnh559/HjRo0LPPPuu5kIZtsmvX\nro0bNzqdTs+F9/rgKpXqUd0gtW4HQlnHsNlshw8fXrRoUf/+/Qkhb7zxRlJSUl5e3hNPPEFb\nfwA3uoKwsLCwtLQ0IiJCnI2IiKioqLh48WLPnj2VLUweP//8c2RkZLXrJWjYJk8++WSvXr2u\nXbuWmprqXnivD67X6x/VDVLrdiCUdYy7d++GhIR069ZNnNXpdFqt1mw2U9gfwI2uIDSbzYSQ\nwMBAcVav1+t0upKSEkWLks8vv/xy9uzZXbt22e327t27Jycnt23bloZt4u/v7+/vX+0w2L0+\neGVlZa3L5S25QdS6HQhlHaN9+/YrVqxwzx45cqSsrKx79+4U9gdwo+usUavVqlarPQ906/X6\nasdLHlUWi6WsrMzpdL700kuvvfaazWZbsGCBeFtFOrfJvT44bRuE2o7B8/z27duXL18eGxvb\nrVs39Aea0TUiNBqNDoeD53l3ty4vLzcajcpWJQ+9Xv/xxx8HBgaKnz0kJCQ5Ofno0aPiEIHC\nbXKvzqDX66naIHR2jKtXr6alpRUVFU2ePHnEiBEE/YFudI0IxfPFxX0ghBC73W63290nkT/a\nOI5r0aKF+5fZ19e3RYsWxcXF1G6Te31w2jYIhR3jzJkzc+bMadGixQcffDBy5EiGYQj6A93o\nCsLg4GB/f/9Tp06Js/n5+TqdLjQ0VNmq5HHixImUlJTS0lJxtqKi4vbt2+3ataN2m9zrg9O2\nQWjrGA6HIzU1NTY2dsGCBZ55hv5AM7p2jXIcFx8fn5mZ2aZNG5ZlMzIyYmNjKXkwYVhYmNVq\nXb58+ahRo7RabXZ2dosWLQYOHEjtNrnPB6dqg9DWMfLz80tKSkJDQ0+cOOFe2KFDh5YtW6I/\nUIu6m24LgvDpp5/m5ua6XK6oqKjk5GR6bhJx9erVjIyMCxcuaLXa3r17y5UmVQAABYNJREFU\nT5o0SfwfMSXbpKCgYM6cOZs3b/a8s0ytH/zR3iA1twNVHWPHjh0ZGRnVFk6fPv3pp5+msz8A\noTAIAQAAPNF1jBAAAKAaBCEAAFANQQgAAFRDEAIAANUQhAAAQDUEIQAAUA1BCAAAVEMQAgAA\n1RCEAABANQQhgMSWL1/OMExxcbHShQCAVxCEAABANQQhAABQDUEIAABUQxACFZ566qnmzZu7\nXC5xdv78+QzDzJ49271CcHBweHi4OH3ixImEhISWLVu2atUqISEhLy/PvVp8fPyYMWMuXboU\nHx8fHBwsLvzss88iIyP9/PwiIiLWrFnj+b5lZWXz588PDQ318fHp1KnTq6++arFYGvSTAsDD\nQhACFeLi4oqLi3/88Udx9tChQ4SQgwcPirNXr169evVqfHw8IeTrr79+/PHHz507l5ycnJyc\n/OOPP0ZGRn711VfupkpKSkaOHHn58uWhQ4cSQlJTU59//vm7d++mpKQMHDjw9ddfT09Pd6/8\nwgsvLFu2LDw8fP78+WFhYatWrUpJSZHtUwOAVwQACoiPI1+9erUgCBUVFRqNJiwsjGGYu3fv\nCoKwefNmQsi+ffucTmePHj3atGlz+/Zt8YW3b99u06ZNz549eZ4XBCEuLo4Q8sYbb4izN2/e\nNBgMffv2tVgs4vrff/89wzCEkNu3b5vNZkLI7Nmz3WWMHTu2U6dOLpdL5o8PAPeBESFQoW/f\nvkFBQd9++y0hJC8vr6qq6s033xQE4fDhw4SQgwcP6vX6IUOGFBYWnjt3btasWUFBQeILg4KC\npk+ffubMmatXr4pL9Hr9W2+9xbIsISQ3N9dms7355ptGo1H86eDBgxMSEsRplUrFMMyRI0eu\nX78uLsnKyrpy5YqYlADQSCAIgQosy8bFxeXm5rpcrkOHDjVv3nzs2LG+vr65ubmEkNzc3N/8\n5jc6na6goIAQ0qNHD8/XiscOL1++LM62b9/ex8dHnBbX7927t+f6vXr1EieMRuOSJUvy8/M7\nduz45JNPLly48Pjx44IgNOxHBYCHhCAEWsTFxd25c+fcuXOHDx8eMmSISqV64oknDh48+Msv\nvxQUFIgHCGslDv6cTqc46x78EULUavW91hfNmzfvwoULS5Ys0Wq1aWlpgwYNGjVqlLspAGgM\nEIRAi9jYWELI/v37jxw5MmTIEELIU089dfLkyX/+85+EEDEIO3fuTAg5d+6c5wvPnDlDCAkN\nDa3Zprh+fn5+zfUJIXfv3j116lSLFi3mzp27b9++mzdvzpgxY9euXTk5OQ3w+QCgjhCEQIuW\nLVv26dNn7dq1ZWVl7iDkeX7ZsmVdunQJCQkhhHTu3Llbt25r16513yDt1q1ba9eu7d69u/ti\nCU/R0dF+fn7vvfee+6KI48eP7969W5w+c+ZM3759165dK876+fmJ59q4r+IAgMZApXQBAPKJ\ni4tbunSpj49P3759CSH9+vUzGAwFBQUvvviiuALHcStWrBg5cmS/fv3GjRsnCMKWLVuKi4s3\nbdrEcVzNBps1a/bOO++8+uqrERERzz77bGlp6aeffvrUU08dOHCAEDJgwIDOnTu/9dZbJ0+e\n7NGjx4ULF/75z38GBwdHR0fL95kB4EEwIgSKiPs/Bw8eLB7bU6vV4tDQ8wBhQkLCkSNHunfv\nvnnz5k8++SQ8PPy7774TR3K1euWVV7Zs2RIUFLRu3brjx48vWbLk9ddfF3+k1+v37t07atSo\nQ4cOvffee0eOHBkzZsyBAwf8/f0b9nMCwMNgcA4bAADQDCNCAACgGoIQAACohiAEAACqIQgB\nAIBqCEIAAKAaghAAAKiGIAQAAKohCAEAgGoIQgAAoBqCEAAAqIYgBAAAqiEIAQCAaghCAACg\n2v8D2cqXBfgS6iEAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图\n",
    "options(repr.plot.width=5, repr.plot.height=4)  # plot size\n",
    "words <- ggplot(data, aes(fill=Rating, x=words))\n",
    "words + geom_bar(stat = 'bin')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在看出总体评论字数偏少的峰同时，观察到另外一个字数较多的峰，且多为较好的评价（还行，推荐和力荐占据了绝大部分）。可以看出相当一部分喜欢这部电影的观众在写影评上还是下了一定的功夫的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:09.985268Z",
     "start_time": "2019-09-21T11:06:07.381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UcOsa7FLCv73LduzWYT+vQTXPVCbY0+VSPaeKV+O4AFRaPbXMKMgmGZkv11184Q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\nGRO/zIBBuEaCaXnBNjlh/p+iRWBOZ/qyrZBl+XfPmr0WKC/9D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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 小提琴图\n",
    "words <- ggplot(data, aes(x=Rating, y=words))\n",
    "words + geom_violin(aes(color=Rating)) +\n",
    "        geom_boxplot(width=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进一步地，我们综合之前的分位数等统计量，加上核密度估计给出评论字数的小提琴图(violin plot)， 据此可以更加清晰的看出不同观众群体的评论情况。可以看到比较有趣的一点，那就是对本电影评价为“很差”的观众，其评论字数的中位数是最大的。考虑到较大的极差，中位数比均值更加具有说福利，我们有理由认为那些对电影评价不好观众在极力地表达自己的观点:-)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:11.652422Z",
     "start_time": "2019-09-21T11:06:07.393Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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    if (arguments.length == 2) {
      return el["htmlwidget_data_" + name];
    } else if (arguments.length == 3) {
      el["htmlwidget_data_" + name] = value;
      return el;
    } else {
      throw new Error("Wrong number of arguments for elementData: " +
        arguments.length);
    }
  }

  // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex
  function escapeRegExp(str) {
    return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&");
  }

  function hasClass(el, className) {
    var re = new RegExp("\\b" + escapeRegExp(className) + "\\b");
    return re.test(el.className);
  }

  // elements - array (or array-like object) of HTML elements
  // className - class name to test for
  // include - if true, only return elements with given className;
  //   if false, only return elements *without* given className
  function filterByClass(elements, className, include) {
    var results = [];
    for (var i = 0; i < elements.length; i++) {
      if (hasClass(elements[i], className) == include)
        results.push(elements[i]);
    }
    return results;
  }

  function on(obj, eventName, func) {
    if (obj.addEventListener) {
      obj.addEventListener(eventName, func, false);
    } else if (obj.attachEvent) {
      obj.attachEvent(eventName, func);
    }
  }

  function off(obj, eventName, func) {
    if (obj.removeEventListener)
      obj.removeEventListener(eventName, func, false);
    else if (obj.detachEvent) {
      obj.detachEvent(eventName, func);
    }
  }

  // Translate array of values to top/right/bottom/left, as usual with
  // the "padding" CSS property
  // https://developer.mozilla.org/en-US/docs/Web/CSS/padding
  function unpackPadding(value) {
    if (typeof(value) === "number")
      value = [value];
    if (value.length === 1) {
      return {top: value[0], right: value[0], bottom: value[0], left: value[0]};
    }
    if (value.length === 2) {
      return {top: value[0], right: value[1], bottom: value[0], left: value[1]};
    }
    if (value.length === 3) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[1]};
    }
    if (value.length === 4) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[3]};
    }
  }

  // Convert an unpacked padding object to a CSS value
  function paddingToCss(paddingObj) {
    return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px";
  }

  // Makes a number suitable for CSS
  function px(x) {
    if (typeof(x) === "number")
      return x + "px";
    else
      return x;
  }

  // Retrieves runtime widget sizing information for an element.
  // The return value is either null, or an object with fill, padding,
  // defaultWidth, defaultHeight fields.
  function sizingPolicy(el) {
    var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']");
    if (!sizingEl)
      return null;
    var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}");
    if (viewerMode) {
      return sp.viewer;
    } else {
      return sp.browser;
    }
  }

  // @param tasks Array of strings (or falsy value, in which case no-op).
  //   Each element must be a valid JavaScript expression that yields a
  //   function. Or, can be an array of objects with "code" and "data"
  //   properties; in this case, the "code" property should be a string
  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = eval("(" + task + ")");
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }

  // Wait until after the document has loaded to render the widgets.
  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      window.HTMLWidgets.staticRender();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        window.HTMLWidgets.staticRender();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = eval("(" + o[part] + ")");
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,/*!
 * wordcloud2.js
 * http://timdream.org/wordcloud2.js/
 *
 * Copyright 2011 - 2013 Tim Chien
 * Released under the MIT license
 */

'use strict';

// setImmediate
if (!window.setImmediate) {
  window.setImmediate = (function setupSetImmediate() {
    return window.msSetImmediate ||
    window.webkitSetImmediate ||
    window.mozSetImmediate ||
    window.oSetImmediate ||
    (function setupSetZeroTimeout() {
      if (!window.postMessage || !window.addEventListener) {
        return null;
      }

      var callbacks = [undefined];
      var message = 'zero-timeout-message';

      // Like setTimeout, but only takes a function argument.  There's
      // no time argument (always zero) and no arguments (you have to
      // use a closure).
      var setZeroTimeout = function setZeroTimeout(callback) {
        var id = callbacks.length;
        callbacks.push(callback);
        window.postMessage(message + id.toString(36), '*');

        return id;
      };

      window.addEventListener('message', function setZeroTimeoutMessage(evt) {
        // Skipping checking event source, retarded IE confused this window
        // object with another in the presence of iframe
        if (typeof evt.data !== 'string' ||
            evt.data.substr(0, message.length) !== message/* ||
            evt.source !== window */) {
          return;
        }

        evt.stopImmediatePropagation();

        var id = parseInt(evt.data.substr(message.length), 36);
        if (!callbacks[id]) {
          return;
        }

        callbacks[id]();
        callbacks[id] = undefined;
      }, true);

      /* specify clearImmediate() here since we need the scope */
      window.clearImmediate = function clearZeroTimeout(id) {
        if (!callbacks[id]) {
          return;
        }

        callbacks[id] = undefined;
      };

      return setZeroTimeout;
    })() ||
    // fallback
    function setImmediateFallback(fn) {
      window.setTimeout(fn, 0);
    };
  })();
}

if (!window.clearImmediate) {
  window.clearImmediate = (function setupClearImmediate() {
    return window.msClearImmediate ||
    window.webkitClearImmediate ||
    window.mozClearImmediate ||
    window.oClearImmediate ||
    // "clearZeroTimeout" is implement on the previous block ||
    // fallback
    function clearImmediateFallback(timer) {
      window.clearTimeout(timer);
    };
  })();
}

(function(global) {

  // Check if WordCloud can run on this browser
  var isSupported = (function isSupported() {
    var canvas = document.createElement('canvas');
    if (!canvas || !canvas.getContext) {
      return false;
    }

    var ctx = canvas.getContext('2d');
    if (!ctx.getImageData) {
      return false;
    }
    if (!ctx.fillText) {
      return false;
    }

    if (!Array.prototype.some) {
      return false;
    }
    if (!Array.prototype.push) {
      return false;
    }

    return true;
  }());

  // Find out if the browser impose minium font size by
  // drawing small texts on a canvas and measure it's width.
  var minFontSize = (function getMinFontSize() {
    if (!isSupported) {
      return;
    }

    var ctx = document.createElement('canvas').getContext('2d');

    // start from 20
    var size = 20;

    // two sizes to measure
    var hanWidth, mWidth;

    while (size) {
      ctx.font = size.toString(10) + 'px sans-serif';
      if ((ctx.measureText('\uFF37').width === hanWidth) &&
          (ctx.measureText('m').width) === mWidth) {
        return (size + 1);
      }

      hanWidth = ctx.measureText('\uFF37').width;
      mWidth = ctx.measureText('m').width;

      size--;
    }

    return 0;
  })();

  // Based on http://jsfromhell.com/array/shuffle
  var shuffleArray = function shuffleArray(arr) {
    for (var j, x, i = arr.length; i;
      j = Math.floor(Math.random() * i),
      x = arr[--i], arr[i] = arr[j],
      arr[j] = x) {}
    return arr;
  };

  var WordCloud = function WordCloud(elements, options) {
    if (!isSupported) {
      return;
    }

    if (!Array.isArray(elements)) {
      elements = [elements];
    }

    elements.forEach(function(el, i) {
      if (typeof el === 'string') {
        elements[i] = document.getElementById(el);
        if (!elements[i]) {
          throw 'The element id specified is not found.';
        }
      } else if (!el.tagName && !el.appendChild) {
        throw 'You must pass valid HTML elements, or ID of the element.';
      }
    });

    /* Default values to be overwritten by options object */
    var settings = {
      list: [],
      fontFamily: '"Trebuchet MS", "Heiti TC", "微軟正黑體", ' +
                  '"Arial Unicode MS", "Droid Fallback Sans", sans-serif',
      fontWeight: 'normal',
      color: 'random-dark',
      minSize: 0, // 0 to disable
      weightFactor: 1,
      clearCanvas: true,
      backgroundColor: '#fff',  // opaque white = rgba(255, 255, 255, 1)

      gridSize: 8,
      origin: null,

      drawMask: false,
      maskColor: 'rgba(255,0,0,0.3)',
      maskGapWidth: 0.3,

      wait: 0,
      abortThreshold: 0, // disabled
      abort: function noop() {},

      minRotation: - Math.PI / 2,
      maxRotation: Math.PI / 2,

      shuffle: true,
      rotateRatio: 0.1,

      shape: 'circle',
      ellipticity: 0.65,

      classes: null,

      hover: null,
      click: null
    };

    if (options) {
      for (var key in options) {
        if (key in settings) {
          settings[key] = options[key];
        }
      }
    }

    /* Convert weightFactor into a function */
    if (typeof settings.weightFactor !== 'function') {
      var factor = settings.weightFactor;
      settings.weightFactor = function weightFactor(pt) {
        return pt * factor; //in px
      };
    }

    /* Convert shape into a function */
    if (typeof settings.shape !== 'function') {
      switch (settings.shape) {
        case 'circle':
        /* falls through */
        default:
          // 'circle' is the default and a shortcut in the code loop.
          settings.shape = 'circle';
          break;

        case 'cardioid':
          settings.shape = function shapeCardioid(theta) {
            return 1 - Math.sin(theta);
          };
          break;

        /*

        To work out an X-gon, one has to calculate "m",
        where 1/(cos(2*PI/X)+m*sin(2*PI/X)) = 1/(cos(0)+m*sin(0))
        http://www.wolframalpha.com/input/?i=1%2F%28cos%282*PI%2FX%29%2Bm*sin%28
        2*PI%2FX%29%29+%3D+1%2F%28cos%280%29%2Bm*sin%280%29%29

        Copy the solution into polar equation r = 1/(cos(t') + m*sin(t'))
        where t' equals to mod(t, 2PI/X);

        */

        case 'diamond':
        case 'square':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+PI%2F2%29%29%2Bsin%28mod+%28t%2C+PI%2F2%29%29%29%2C+t+%3D
          // +0+..+2*PI
          settings.shape = function shapeSquare(theta) {
            var thetaPrime = theta % (2 * Math.PI / 4);
            return 1 / (Math.cos(thetaPrime) + Math.sin(thetaPrime));
          };
          break;

        case 'triangle-forward':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+2*PI%2F3%29%29%2Bsqrt%283%29sin%28mod+%28t%2C+2*PI%2F3%29
          // %29%29%2C+t+%3D+0+..+2*PI
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = theta % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'triangle':
        case 'triangle-upright':
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = (theta + Math.PI * 3 / 2) % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'pentagon':
          settings.shape = function shapePentagon(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 5);
            return 1 / (Math.cos(thetaPrime) +
                        0.726543 * Math.sin(thetaPrime));
          };
          break;

        case 'star':
          settings.shape = function shapeStar(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 10);
            if ((theta + 0.955) % (2 * Math.PI / 5) - (2 * Math.PI / 10) >= 0) {
              return 1 / (Math.cos((2 * Math.PI / 10) - thetaPrime) +
                          3.07768 * Math.sin((2 * Math.PI / 10) - thetaPrime));
            } else {
              return 1 / (Math.cos(thetaPrime) +
                          3.07768 * Math.sin(thetaPrime));
            }
          };
          break;
      }
    }

    /* Make sure gridSize is a whole number and is not smaller than 4px */
    settings.gridSize = Math.max(Math.floor(settings.gridSize), 4);

    /* shorthand */
    var g = settings.gridSize;
    var maskRectWidth = g - settings.maskGapWidth;

    /* normalize rotation settings */
    var rotationRange = Math.abs(settings.maxRotation - settings.minRotation);
    var minRotation = Math.min(settings.maxRotation, settings.minRotation);

    /* information/object available to all functions, set when start() */
    var grid, // 2d array containing filling information
      ngx, ngy, // width and height of the grid
      center, // position of the center of the cloud
      maxRadius;

    /* timestamp for measuring each putWord() action */
    var escapeTime;

    /* function for getting the color of the text */
    var getTextColor;
    function random_hsl_color(min, max) {
      return 'hsl(' +
        (Math.random() * 360).toFixed() + ',' +
        (Math.random() * 30 + 70).toFixed() + '%,' +
        (Math.random() * (max - min) + min).toFixed() + '%)';
    }
    switch (settings.color) {
      case 'random-dark':
        getTextColor = function getRandomDarkColor() {
          return random_hsl_color(10, 50);
        };
        break;

      case 'random-light':
        getTextColor = function getRandomLightColor() {
          return random_hsl_color(50, 90);
        };
        break;

      default:
        if (typeof settings.color === 'function') {
          getTextColor = settings.color;
        }
        break;
    }

    /* function for getting the classes of the text */
    var getTextClasses = null;
    if (typeof settings.classes === 'function') {
      getTextClasses = settings.classes;
    }

    /* Interactive */
    var interactive = false;
    var infoGrid = [];
    var hovered;

    var getInfoGridFromMouseTouchEvent =
    function getInfoGridFromMouseTouchEvent(evt) {
      var canvas = evt.currentTarget;
      var rect = canvas.getBoundingClientRect();
      var clientX;
      var clientY;
      /** Detect if touches are available */
      if (evt.touches) {
        clientX = evt.touches[0].clientX;
        clientY = evt.touches[0].clientY;
      } else {
        clientX = evt.clientX;
        clientY = evt.clientY;
      }
      var eventX = clientX - rect.left;
      var eventY = clientY - rect.top;

      var x = Math.floor(eventX * ((canvas.width / rect.width) || 1) / g);
      var y = Math.floor(eventY * ((canvas.height / rect.height) || 1) / g);

      return infoGrid[x][y];
    };

    var wordcloudhover = function wordcloudhover(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);

      if (hovered === info) {
        return;
      }

      hovered = info;
      if (!info) {
        settings.hover(undefined, undefined, evt);

        return;
      }

      settings.hover(info.item, info.dimension, evt);

    };

    var wordcloudclick = function wordcloudclick(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);
      if (!info) {
        return;
      }

      settings.click(info.item, info.dimension, evt);
      evt.preventDefault();
    };

    /* Get points on the grid for a given radius away from the center */
    var pointsAtRadius = [];
    var getPointsAtRadius = function getPointsAtRadius(radius) {
      if (pointsAtRadius[radius]) {
        return pointsAtRadius[radius];
      }

      // Look for these number of points on each radius
      var T = radius * 8;

      // Getting all the points at this radius
      var t = T;
      var points = [];

      if (radius === 0) {
        points.push([center[0], center[1], 0]);
      }

      while (t--) {
        // distort the radius to put the cloud in shape
        var rx = 1;
        if (settings.shape !== 'circle') {
          rx = settings.shape(t / T * 2 * Math.PI); // 0 to 1
        }

        // Push [x, y, t]; t is used solely for getTextColor()
        points.push([
          center[0] + radius * rx * Math.cos(-t / T * 2 * Math.PI),
          center[1] + radius * rx * Math.sin(-t / T * 2 * Math.PI) *
            settings.ellipticity,
          t / T * 2 * Math.PI]);
      }

      pointsAtRadius[radius] = points;
      return points;
    };

    /* Return true if we had spent too much time */
    var exceedTime = function exceedTime() {
      return ((settings.abortThreshold > 0) &&
        ((new Date()).getTime() - escapeTime > settings.abortThreshold));
    };

    /* Get the deg of rotation according to settings, and luck. */
    var getRotateDeg = function getRotateDeg() {
      if (settings.rotateRatio === 0) {
        return 0;
      }

      if (Math.random() > settings.rotateRatio) {
        return 0;
      }

      if (rotationRange === 0) {
        return minRotation;
      }

      return minRotation + Math.random() * rotationRange;
    };

    var getTextInfo = function getTextInfo(word, weight, rotateDeg) {
      // calculate the acutal font size
      // fontSize === 0 means weightFactor function wants the text skipped,
      // and size < minSize means we cannot draw the text.
      var debug = false;
      var fontSize = settings.weightFactor(weight);
      if (fontSize <= settings.minSize) {
        return false;
      }

      // Scale factor here is to make sure fillText is not limited by
      // the minium font size set by browser.
      // It will always be 1 or 2n.
      var mu = 1;
      if (fontSize < minFontSize) {
        mu = (function calculateScaleFactor() {
          var mu = 2;
          while (mu * fontSize < minFontSize) {
            mu += 2;
          }
          return mu;
        })();
      }

      var fcanvas = document.createElement('canvas');
      var fctx = fcanvas.getContext('2d', { willReadFrequently: true });

      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Estimate the dimension of the text with measureText().
      var fw = fctx.measureText(word).width / mu;
      var fh = Math.max(fontSize * mu,
                        fctx.measureText('m').width,
                        fctx.measureText('\uFF37').width) / mu;

      // Create a boundary box that is larger than our estimates,
      // so text don't get cut of (it sill might)
      var boxWidth = fw + fh * 2;
      var boxHeight = fh * 3;
      var fgw = Math.ceil(boxWidth / g);
      var fgh = Math.ceil(boxHeight / g);
      boxWidth = fgw * g;
      boxHeight = fgh * g;

      // Calculate the proper offsets to make the text centered at
      // the preferred position.

      // This is simply half of the width.
      var fillTextOffsetX = - fw / 2;
      // Instead of moving the box to the exact middle of the preferred
      // position, for Y-offset we move 0.4 instead, so Latin alphabets look
      // vertical centered.
      var fillTextOffsetY = - fh * 0.4;

      // Calculate the actual dimension of the canvas, considering the rotation.
      var cgh = Math.ceil((boxWidth * Math.abs(Math.sin(rotateDeg)) +
                           boxHeight * Math.abs(Math.cos(rotateDeg))) / g);
      var cgw = Math.ceil((boxWidth * Math.abs(Math.cos(rotateDeg)) +
                           boxHeight * Math.abs(Math.sin(rotateDeg))) / g);
      var width = cgw * g;
      var height = cgh * g;

      fcanvas.setAttribute('width', width);
      fcanvas.setAttribute('height', height);

      if (debug) {
        // Attach fcanvas to the DOM
        document.body.appendChild(fcanvas);
        // Save it's state so that we could restore and draw the grid correctly.
        fctx.save();
      }

      // Scale the canvas with |mu|.
      fctx.scale(1 / mu, 1 / mu);
      fctx.translate(width * mu / 2, height * mu / 2);
      fctx.rotate(- rotateDeg);

      // Once the width/height is set, ctx info will be reset.
      // Set it again here.
      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Fill the text into the fcanvas.
      // XXX: We cannot because textBaseline = 'top' here because
      // Firefox and Chrome uses different default line-height for canvas.
      // Please read https://bugzil.la/737852#c6.
      // Here, we use textBaseline = 'middle' and draw the text at exactly
      // 0.5 * fontSize lower.
      fctx.fillStyle = '#000';
      fctx.textBaseline = 'middle';
      fctx.fillText(word, fillTextOffsetX * mu,
                    (fillTextOffsetY + fontSize * 0.5) * mu);

      // Get the pixels of the text
      var imageData = fctx.getImageData(0, 0, width, height).data;

      if (exceedTime()) {
        return false;
      }

      if (debug) {
        // Draw the box of the original estimation
        fctx.strokeRect(fillTextOffsetX * mu,
                        fillTextOffsetY, fw * mu, fh * mu);
        fctx.restore();
      }

      // Read the pixels and save the information to the occupied array
      var occupied = [];
      var gx = cgw, gy, x, y;
      var bounds = [cgh / 2, cgw / 2, cgh / 2, cgw / 2];
      while (gx--) {
        gy = cgh;
        while (gy--) {
          y = g;
          singleGridLoop: {
            while (y--) {
              x = g;
              while (x--) {
                if (imageData[((gy * g + y) * width +
                               (gx * g + x)) * 4 + 3]) {
                  occupied.push([gx, gy]);

                  if (gx < bounds[3]) {
                    bounds[3] = gx;
                  }
                  if (gx > bounds[1]) {
                    bounds[1] = gx;
                  }
                  if (gy < bounds[0]) {
                    bounds[0] = gy;
                  }
                  if (gy > bounds[2]) {
                    bounds[2] = gy;
                  }

                  if (debug) {
                    fctx.fillStyle = 'rgba(255, 0, 0, 0.5)';
                    fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
                  }
                  break singleGridLoop;
                }
              }
            }
            if (debug) {
              fctx.fillStyle = 'rgba(0, 0, 255, 0.5)';
              fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
            }
          }
        }
      }

      if (debug) {
        fctx.fillStyle = 'rgba(0, 255, 0, 0.5)';
        fctx.fillRect(bounds[3] * g,
                      bounds[0] * g,
                      (bounds[1] - bounds[3] + 1) * g,
                      (bounds[2] - bounds[0] + 1) * g);
      }

      // Return information needed to create the text on the real canvas
      return {
        mu: mu,
        occupied: occupied,
        bounds: bounds,
        gw: cgw,
        gh: cgh,
        fillTextOffsetX: fillTextOffsetX,
        fillTextOffsetY: fillTextOffsetY,
        fillTextWidth: fw,
        fillTextHeight: fh,
        fontSize: fontSize
      };
    };

    /* Determine if there is room available in the given dimension */
    var canFitText = function canFitText(gx, gy, gw, gh, occupied) {
      // Go through the occupied points,
      // return false if the space is not available.
      var i = occupied.length;
      while (i--) {
        var px = gx + occupied[i][0];
        var py = gy + occupied[i][1];

        if (px >= ngx || py >= ngy || px < 0 || py < 0 || !grid[px][py]) {
          return false;
        }
      }
      return true;
    };

    /* Actually draw the text on the grid */
    var drawText = function drawText(gx, gy, info, word, weight,
                                     distance, theta, rotateDeg, attributes) {

      var fontSize = info.fontSize;
      var color;
      if (getTextColor) {
        color = getTextColor(word, weight, fontSize, distance, theta);
      } else if (settings.color instanceof Array) {
        color = settings.color.shift() || 'black'; // pass a array in setting, default 'black'
      } else {
        color = settings.color;
      }

      var classes;
      if (getTextClasses) {
        classes = getTextClasses(word, weight, fontSize, distance, theta);
      } else {
        classes = settings.classes;
      }

      var dimension;
      var bounds = info.bounds;
      dimension = {
        x: (gx + bounds[3]) * g,
        y: (gy + bounds[0]) * g,
        w: (bounds[1] - bounds[3] + 1) * g,
        h: (bounds[2] - bounds[0] + 1) * g
      };

      elements.forEach(function(el) {
        if (el.getContext) {
          var ctx = el.getContext('2d');
          var mu = info.mu;

          // Save the current state before messing it
          ctx.save();
          ctx.scale(1 / mu, 1 / mu);

          ctx.font = settings.fontWeight + ' ' +
                     (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;
          ctx.fillStyle = color;

          // Translate the canvas position to the origin coordinate of where
          // the text should be put.
          ctx.translate((gx + info.gw / 2) * g * mu,
                        (gy + info.gh / 2) * g * mu);

          if (rotateDeg !== 0) {
            ctx.rotate(- rotateDeg);
          }

          // Finally, fill the text.

          // XXX: We cannot because textBaseline = 'top' here because
          // Firefox and Chrome uses different default line-height for canvas.
          // Please read https://bugzil.la/737852#c6.
          // Here, we use textBaseline = 'middle' and draw the text at exactly
          // 0.5 * fontSize lower.
          ctx.textBaseline = 'middle';
          ctx.fillText(word, info.fillTextOffsetX * mu,
                             (info.fillTextOffsetY + fontSize * 0.5) * mu);

          // The below box is always matches how <span>s are positioned
          /* ctx.strokeRect(info.fillTextOffsetX, info.fillTextOffsetY,
            info.fillTextWidth, info.fillTextHeight); */

          // Restore the state.
          ctx.restore();
        } else {
          // drawText on DIV element
          var span = document.createElement('span');
          var transformRule = '';
          transformRule = 'rotate(' + (- rotateDeg / Math.PI * 180) + 'deg) ';
          if (info.mu !== 1) {
            transformRule +=
              'translateX(-' + (info.fillTextWidth / 4) + 'px) ' +
              'scale(' + (1 / info.mu) + ')';
          }
          var styleRules = {
            'position': 'absolute',
            'display': 'block',
            'font': settings.fontWeight + ' ' +
                    (fontSize * info.mu) + 'px ' + settings.fontFamily,
            'left': ((gx + info.gw / 2) * g + info.fillTextOffsetX) + 'px',
            'top': ((gy + info.gh / 2) * g + info.fillTextOffsetY) + 'px',
            'width': info.fillTextWidth + 'px',
            'height': info.fillTextHeight + 'px',
            'lineHeight': fontSize + 'px',
            'whiteSpace': 'nowrap',
            'transform': transformRule,
            'webkitTransform': transformRule,
            'msTransform': transformRule,
            'transformOrigin': '50% 40%',
            'webkitTransformOrigin': '50% 40%',
            'msTransformOrigin': '50% 40%'
          };
          if (color) {
            styleRules.color = color;
          }
          span.textContent = word;
          for (var cssProp in styleRules) {
            span.style[cssProp] = styleRules[cssProp];
          }
          if (attributes) {
            for (var attribute in attributes) {
              span.setAttribute(attribute, attributes[attribute]);
            }
          }
          if (classes) {
            span.className += classes;
          }
          el.appendChild(span);
        }
      });
    };

    /* Help function to updateGrid */
    var fillGridAt = function fillGridAt(x, y, drawMask, dimension, item) {
      if (x >= ngx || y >= ngy || x < 0 || y < 0) {
        return;
      }

      grid[x][y] = false;

      if (drawMask) {
        var ctx = elements[0].getContext('2d');
        ctx.fillRect(x * g, y * g, maskRectWidth, maskRectWidth);
      }

      if (interactive) {
        infoGrid[x][y] = { item: item, dimension: dimension };
      }
    };

    /* Update the filling information of the given space with occupied points.
       Draw the mask on the canvas if necessary. */
    var updateGrid = function updateGrid(gx, gy, gw, gh, info, item) {
      var occupied = info.occupied;
      var drawMask = settings.drawMask;
      var ctx;
      if (drawMask) {
        ctx = elements[0].getContext('2d');
        ctx.save();
        ctx.fillStyle = settings.maskColor;
      }

      var dimension;
      if (interactive) {
        var bounds = info.bounds;
        dimension = {
          x: (gx + bounds[3]) * g,
          y: (gy + bounds[0]) * g,
          w: (bounds[1] - bounds[3] + 1) * g,
          h: (bounds[2] - bounds[0] + 1) * g
        };
      }

      var i = occupied.length;
      while (i--) {
        fillGridAt(gx + occupied[i][0], gy + occupied[i][1],
                   drawMask, dimension, item);
      }

      if (drawMask) {
        ctx.restore();
      }
    };

    /* putWord() processes each item on the list,
       calculate it's size and determine it's position, and actually
       put it on the canvas. */
    var putWord = function putWord(item) {
      var word, weight, attributes;
      if (Array.isArray(item)) {
        word = item[0];
        weight = item[1];
      } else {
        word = item.word;
        weight = item.weight;
        attributes = item.attributes;
      }
      var rotateDeg = getRotateDeg();

      // get info needed to put the text onto the canvas
      var info = getTextInfo(word, weight, rotateDeg);

      // not getting the info means we shouldn't be drawing this one.
      if (!info) {
        return false;
      }

      if (exceedTime()) {
        return false;
      }

      // Skip the loop if we have already know the bounding box of
      // word is larger than the canvas.
      var bounds = info.bounds;
      if ((bounds[1] - bounds[3] + 1) > ngx ||
        (bounds[2] - bounds[0] + 1) > ngy) {
        return false;
      }

      // Determine the position to put the text by
      // start looking for the nearest points
      var r = maxRadius + 1;

      var tryToPutWordAtPoint = function(gxy) {
        var gx = Math.floor(gxy[0] - info.gw / 2);
        var gy = Math.floor(gxy[1] - info.gh / 2);
        var gw = info.gw;
        var gh = info.gh;

        // If we cannot fit the text at this position, return false
        // and go to the next position.
        if (!canFitText(gx, gy, gw, gh, info.occupied)) {
          return false;
        }

        // Actually put the text on the canvas
        drawText(gx, gy, info, word, weight,
                 (maxRadius - r), gxy[2], rotateDeg, attributes);

        // Mark the spaces on the grid as filled
        updateGrid(gx, gy, gw, gh, info, item);

        // Return true so some() will stop and also return true.
        return true;
      };

      while (r--) {
        var points = getPointsAtRadius(maxRadius - r);

        if (settings.shuffle) {
          points = [].concat(points);
          shuffleArray(points);
        }

        // Try to fit the words by looking at each point.
        // array.some() will stop and return true
        // when putWordAtPoint() returns true.
        // If all the points returns false, array.some() returns false.
        var drawn = points.some(tryToPutWordAtPoint);

        if (drawn) {
          // leave putWord() and return true
          return true;
        }
      }
      // we tried all distances but text won't fit, return false
      return false;
    };

    /* Send DOM event to all elements. Will stop sending event and return
       if the previous one is canceled (for cancelable events). */
    var sendEvent = function sendEvent(type, cancelable, detail) {
      if (cancelable) {
        return !elements.some(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          return !el.dispatchEvent(evt);
        }, this);
      } else {
        elements.forEach(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          el.dispatchEvent(evt);
        }, this);
      }
    };

    /* Start drawing on a canvas */
    var start = function start() {
      // For dimensions, clearCanvas etc.,
      // we only care about the first element.
      var canvas = elements[0];

      if (canvas.getContext) {
        ngx = Math.floor(canvas.width / g);
        ngy = Math.floor(canvas.height / g);
      } else {
        var rect = canvas.getBoundingClientRect();
        ngx = Math.floor(rect.width / g);
        ngy = Math.floor(rect.height / g);
      }

      // Sending a wordcloudstart event which cause the previous loop to stop.
      // Do nothing if the event is canceled.
      if (!sendEvent('wordcloudstart', true)) {
        return;
      }

      // Determine the center of the word cloud
      center = (settings.origin) ?
        [settings.origin[0]/g, settings.origin[1]/g] :
        [ngx / 2, ngy / 2];

      // Maxium radius to look for space
      maxRadius = Math.floor(Math.sqrt(ngx * ngx + ngy * ngy));

      /* Clear the canvas only if the clearCanvas is set,
         if not, update the grid to the current canvas state */
      grid = [];

      var gx, gy, i;
      if (!canvas.getContext || settings.clearCanvas) {
        elements.forEach(function(el) {
          if (el.getContext) {
            var ctx = el.getContext('2d');
            ctx.fillStyle = settings.backgroundColor;
            ctx.clearRect(0, 0, ngx * (g + 1), ngy * (g + 1));
            ctx.fillRect(0, 0, ngx * (g + 1), ngy * (g + 1));
          } else {
            el.textContent = '';
            el.style.backgroundColor = settings.backgroundColor;
          }
        });

        /* fill the grid with empty state */
        gx = ngx;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            grid[gx][gy] = true;
          }
        }
      } else {
        /* Determine bgPixel by creating
           another canvas and fill the specified background color. */
        var bctx = document.createElement('canvas').getContext('2d');

        bctx.fillStyle = settings.backgroundColor;
        bctx.fillRect(0, 0, 1, 1);
        var bgPixel = bctx.getImageData(0, 0, 1, 1).data;

        /* Read back the pixels of the canvas we got to tell which part of the
           canvas is empty.
           (no clearCanvas only works with a canvas, not divs) */
        var imageData =
          canvas.getContext('2d').getImageData(0, 0, ngx * g, ngy * g).data;

        gx = ngx;
        var x, y;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            y = g;
            singleGridLoop: while (y--) {
              x = g;
              while (x--) {
                i = 4;
                while (i--) {
                  if (imageData[((gy * g + y) * ngx * g +
                                 (gx * g + x)) * 4 + i] !== bgPixel[i]) {
                    grid[gx][gy] = false;
                    break singleGridLoop;
                  }
                }
              }
            }
            if (grid[gx][gy] !== false) {
              grid[gx][gy] = true;
            }
          }
        }

        imageData = bctx = bgPixel = undefined;
      }

      // fill the infoGrid with empty state if we need it
      if (settings.hover || settings.click) {

        interactive = true;

        /* fill the grid with empty state */
        gx = ngx + 1;
        while (gx--) {
          infoGrid[gx] = [];
        }

        if (settings.hover) {
          canvas.addEventListener('mousemove', wordcloudhover);
        }

        if (settings.click) {
          canvas.addEventListener('click', wordcloudclick);
          canvas.addEventListener('touchstart', wordcloudclick);
          canvas.addEventListener('touchend', function (e) {
            e.preventDefault();
          });
          canvas.style.webkitTapHighlightColor = 'rgba(0, 0, 0, 0)';
        }

        canvas.addEventListener('wordcloudstart', function stopInteraction() {
          canvas.removeEventListener('wordcloudstart', stopInteraction);

          canvas.removeEventListener('mousemove', wordcloudhover);
          canvas.removeEventListener('click', wordcloudclick);
          hovered = undefined;
        });
      }

      i = 0;
      var loopingFunction, stoppingFunction;
      if (settings.wait !== 0) {
        loopingFunction = window.setTimeout;
        stoppingFunction = window.clearTimeout;
      } else {
        loopingFunction = window.setImmediate;
        stoppingFunction = window.clearImmediate;
      }

      var addEventListener = function addEventListener(type, listener) {
        elements.forEach(function(el) {
          el.addEventListener(type, listener);
        }, this);
      };

      var removeEventListener = function removeEventListener(type, listener) {
        elements.forEach(function(el) {
          el.removeEventListener(type, listener);
        }, this);
      };

      var anotherWordCloudStart = function anotherWordCloudStart() {
        removeEventListener('wordcloudstart', anotherWordCloudStart);
        stoppingFunction(timer);
      };

      addEventListener('wordcloudstart', anotherWordCloudStart);

      var timer = loopingFunction(function loop() {
        if (i >= settings.list.length) {
          stoppingFunction(timer);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);

          return;
        }
        escapeTime = (new Date()).getTime();
        var drawn = putWord(settings.list[i]);
        var canceled = !sendEvent('wordclouddrawn', true, {
          item: settings.list[i], drawn: drawn });
        if (exceedTime() || canceled) {
          stoppingFunction(timer);
          settings.abort();
          sendEvent('wordcloudabort', false);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);
          return;
        }
        i++;
        timer = loopingFunction(loop, settings.wait);
      }, settings.wait);
    };

    // All set, start the drawing
    start();
  };

  WordCloud.isSupported = isSupported;
  WordCloud.minFontSize = minFontSize;

  // Expose the library as an AMD module
  if (typeof define === 'function' && define.amd) {
    define('wordcloud', [], function() { return WordCloud; });
  } else if (typeof module !== 'undefined' && module.exports) {
    module.exports = WordCloud;
  } else {
    global.WordCloud = WordCloud;
  }

})(this); //jshint ignore:line
\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,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       "<link href=\"data:text/css;charset-utf-8;base64,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\" rel=\"stylesheet\" />\n",
       "<script title=\"wordcloud2-binding\" src=\"data:application/javascript;base64,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\"></script>\n",
       "\t</head>\n",
       "\t<body>\n",
       "\t\t<div id=\"htmlwidget-8d0053e0f6038f26e709\" style=\"width:960px;height:500px;\" class=\"wordcloud2 html-widget\"></div>\n",
       "<script type=\"application/json\" 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UI\",\"fontWeight\":\"bold\",\"color\":\"random-dark\",\"minSize\":0,\"weightFactor\":1.76470588235294,\"backgroundColor\":\"white\",\"gridSize\":0,\"minRotation\":-0.785398163397448,\"maxRotation\":0.785398163397448,\"shuffle\":true,\"rotateRatio\":0.4,\"shape\":\"circle\",\"ellipticity\":0.65,\"figBase64\":null,\"hover\":null},\"evals\":[],\"jsHooks\":{\"render\":[{\"code\":\"function(el,x){\\n                        console.log(123);\\n                        if(!iii){\\n                          window.location.reload();\\n                          iii = False;\\n\\n                        }\\n  }\",\"data\":null}]}}</script>\n",
       "\t</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "HTML widgets cannot be represented in plain text (need html)"
      ]
     },
     "metadata": {
      "text/html": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 词云图\n",
    "wk = worker(stop_word = 'stopwords-zh.txt')\n",
    "comment_freq <- as.data.frame(table(wk[data$Comment]))\n",
    "comment_freq_sorted <- comment_freq[sort(comment_freq$Freq, decreasing = TRUE, \n",
    "                                         index.return=TRUE)$ix,]\n",
    "top500 <- head(comment_freq_sorted, 500)\n",
    "wordcloud2(top500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">这里好像不能正常显示，见pics文件夹下文件。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 点赞走势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-09-21T11:06:12.372351Z",
     "start_time": "2019-09-21T11:06:07.403Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZUCxEEAY1AbCM+cOVN0L/iAiIiIM2fOaNokAIPD0CiAoagNhG3atPn000+L7cyS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\nRoGQEELIsEaBkBBCyLBGgZAQQsiw9n8AmVhEi3SnWfQAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "support <- ggplot(data, aes(x=Date, y=Recommendation,\n",
    "                            color=Rating)) +\n",
    "           geom_line(aes(linetype=Rating), alpha=0.8)\n",
    "support"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到点赞的几个峰值均出现在“力荐”和“推荐”这里,表明主流的评价还是偏向好的一面。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R 3.5",
   "language": "R",
   "name": "ir35"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.0"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
